LlamaIndex Documentation
Provides a RAG-powered query interface to LlamaIndex documentation, delivering detailed responses with code examples using LlamaCloud's managed index service
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CodeCompass
CodeCompass: AI-powered Vibe Coding with MCP. Connects Git repositories to AI assistants like Claude, using Ollama for privacy or OpenAI for cloud. Integrates…
HR Policy Chatbot
Enables HR departments to provide workplace policy information through a RAG-based chatbot that indexes, retrieves, and generates answers from PDF…
Agent Knowledge
Agent Knowledge is an MCP (Model Context Protocol) server that powers AI Agent job interview simulations with a RAG knowledge base. It integrates FAISS vector…
Engram
Self-hosted MCP server + dashboard giving Claude Code, Cursor & Hermes agents shared long-term memory over a git-backed markdown vault. Agent-native…
GroundX RAG
Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct access to…
Ragmap
RAG-focused MCP subregistry and server to discover and route to retrieval-capable MCP servers with semantic search, filters, and explainable ranking.
MCP-RAGNAR
A local MCP server implementing Retrieval-Augmented Generation (RAG) with sentence window retrieval and support for multiple file types.
Ethora MCP CLI
Chat & messaging SDK and cloud platform for your apps. Supports AI agents and RAG bots.
ShopBot AI
AI customer support MCP server with order status lookup and RAG-powered knowledge base search for e-commerce stores.
nexo-brain
Cognitive co-operator for Claude Code — Atkinson-Shiffrin memory, semantic RAG, trust scoring, and metacognitive error prevention.
AWS Knowledge Base
Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for organizational…
Mo5 Mcp Server — Thomson Mo5 C Development Assistant
MCP server that gives AI coding agents instant access to Thomson MO5 technical documentation via semantic search.
Mcp Langchain Bridge
Expose any LangChain chain, agent, or tool as an MCP server. Schema-aware tool registration, tool-call tracing, retry and timeout policies, and structured…
DalexorMI
Dalexor MI is an advanced project memory system designed to provide AI coding assistants with **Contextual Persistence**. Unlike standard RAG…
AgenticMind
Auditable, self-improving knowledge & memory for AI agents, served over MCP. Citation-enforced answers (no source, no claim), a replayable why-trace per…
Together.ai Mcp
MCP server exposing Together AI inference endpoints (chat, image, vision, embeddings) as tools for Claude Desktop, Cursor, VS Code, and any other…
MCP Tools
# MCP Tools A custom Model Context Protocol (MCP) server implementation that provides file system and command execution tools for Claude Desktop and other LLM…
Unified MCP Client Library for Elixir
🌐 Mcpixir is the open source way to connect any LLM to any MCP server and build custom agents that have tool access, without using closed source or application…
llm-experimentations
[DOC] Some experimentations with ChatGPT and IGNF APIs (french)
Inception ICORE Server
Model–Context–Protocol (MCP) Server A modular, extensible Rust-based server providing short-term, long-term, and latent memory services, a chat endpoint backed…
Spring AI integration with MCP (Model Context Protocol)
Spring AI MCP extends the MCP Java SDK with Spring Boot integration, providing both client and server starters. It enables AI models to interact with external…
meGPT - upload an author's content into an LLM
Code to process many kinds of content by an author into an MCP server
Semantic Sift
# 🔍 Semantic-Sift **The Reasoning-First Middleware for High-Fidelity Agentic Workflows.** [![CI](https://github.com/luismichio/semantic-sift/actions/workflows/c…